Pandas Profiling Report

Dataset statistics

Number of variables	31
Number of observations	155
Missing cells	2
Missing cells (%)	< 0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	54.6 KiB
Average record size in memory	360.9 B

Variable types

Categorical	2
Numeric	29

Alerts

`area_code` has a high cardinality: 155 distinct values	High cardinality
`area_name` has a high cardinality: 155 distinct values	High cardinality
`SHAPE_Leng` is highly correlated with `SHAPE_Area` and 11 other fields	High correlation
`SHAPE_Area` is highly correlated with `SHAPE_Leng` and 12 other fields	High correlation
`n_traffic_lights` is highly correlated with `density_traffic_lights` and 14 other fields	High correlation
`density_traffic_lights` is highly correlated with `SHAPE_Leng` and 17 other fields	High correlation
`n_shops` is highly correlated with `n_traffic_lights` and 12 other fields	High correlation
`density_shops` is highly correlated with `SHAPE_Leng` and 19 other fields	High correlation
`street_len_tot` is highly correlated with `SHAPE_Leng` and 4 other fields	High correlation
`street_density` is highly correlated with `SHAPE_Leng` and 18 other fields	High correlation
`motorway_ratio` is highly correlated with `avg_CO_2_per_road` and 2 other fields	High correlation
`n_food_amenities` is highly correlated with `n_traffic_lights` and 13 other fields	High correlation
`density_food_amenities` is highly correlated with `SHAPE_Leng` and 19 other fields	High correlation
`n_education_amenities` is highly correlated with `n_traffic_lights` and 14 other fields	High correlation
`density_education_amenities` is highly correlated with `SHAPE_Leng` and 17 other fields	High correlation
`n_service_amenities` is highly correlated with `n_traffic_lights` and 16 other fields	High correlation
`density_service_amenities` is highly correlated with `SHAPE_Leng` and 19 other fields	High correlation
`n_all_amenities` is highly correlated with `n_traffic_lights` and 15 other fields	High correlation
`density_all_amenities` is highly correlated with `SHAPE_Leng` and 19 other fields	High correlation
`car_accidents` is highly correlated with `n_traffic_lights` and 16 other fields	High correlation
`perc_people_far_from_public_transport` is highly correlated with `SHAPE_Area` and 11 other fields	High correlation
`pop_density` is highly correlated with `SHAPE_Leng` and 19 other fields	High correlation
`avg_CO_2_per_road` is highly correlated with `SHAPE_Leng` and 14 other fields	High correlation
`CO_2_alpha` is highly correlated with `street_len_tot` and 4 other fields	High correlation
`avg_NO_x_per_road` is highly correlated with `density_shops` and 8 other fields	High correlation
`NO_x_alpha` is highly correlated with `street_len_tot` and 4 other fields	High correlation
`avg_PM_per_road` is highly correlated with `avg_CO_2_per_road` and 2 other fields	High correlation
`PM_alpha` is highly correlated with `n_shops` and 6 other fields	High correlation
`avg_VOC_per_road` is highly correlated with `SHAPE_Leng` and 13 other fields	High correlation
`VOC_alpha` is highly correlated with `street_len_tot` and 2 other fields	High correlation
`SHAPE_Leng` is highly correlated with `SHAPE_Area` and 5 other fields	High correlation
`SHAPE_Area` is highly correlated with `SHAPE_Leng` and 5 other fields	High correlation
`n_traffic_lights` is highly correlated with `density_traffic_lights` and 9 other fields	High correlation
`density_traffic_lights` is highly correlated with `n_traffic_lights` and 8 other fields	High correlation
`n_shops` is highly correlated with `n_traffic_lights` and 8 other fields	High correlation
`density_shops` is highly correlated with `n_traffic_lights` and 12 other fields	High correlation
`street_len_tot` is highly correlated with `SHAPE_Leng` and 1 other fields	High correlation
`street_density` is highly correlated with `SHAPE_Leng` and 14 other fields	High correlation
`motorway_ratio` is highly correlated with `avg_CO_2_per_road` and 2 other fields	High correlation
`n_food_amenities` is highly correlated with `n_traffic_lights` and 8 other fields	High correlation
`density_food_amenities` is highly correlated with `density_traffic_lights` and 9 other fields	High correlation
`n_education_amenities` is highly correlated with `density_education_amenities` and 2 other fields	High correlation
`density_education_amenities` is highly correlated with `n_education_amenities`	High correlation
`n_service_amenities` is highly correlated with `n_traffic_lights` and 11 other fields	High correlation
`density_service_amenities` is highly correlated with `n_traffic_lights` and 11 other fields	High correlation
`n_all_amenities` is highly correlated with `n_traffic_lights` and 9 other fields	High correlation
`density_all_amenities` is highly correlated with `n_traffic_lights` and 11 other fields	High correlation
`car_accidents` is highly correlated with `n_traffic_lights` and 7 other fields	High correlation
`perc_people_far_from_public_transport` is highly correlated with `density_traffic_lights` and 4 other fields	High correlation
`pop_density` is highly correlated with `density_traffic_lights` and 7 other fields	High correlation
`avg_CO_2_per_road` is highly correlated with `SHAPE_Leng` and 5 other fields	High correlation
`CO_2_alpha` is highly correlated with `NO_x_alpha` and 2 other fields	High correlation
`avg_NO_x_per_road` is highly correlated with `SHAPE_Leng` and 6 other fields	High correlation
`NO_x_alpha` is highly correlated with `car_accidents` and 3 other fields	High correlation
`avg_PM_per_road` is highly correlated with `avg_NO_x_per_road` and 1 other fields	High correlation
`PM_alpha` is highly correlated with `CO_2_alpha` and 1 other fields	High correlation
`avg_VOC_per_road` is highly correlated with `SHAPE_Leng` and 6 other fields	High correlation
`VOC_alpha` is highly correlated with `CO_2_alpha` and 1 other fields	High correlation
`SHAPE_Leng` is highly correlated with `SHAPE_Area` and 2 other fields	High correlation
`SHAPE_Area` is highly correlated with `SHAPE_Leng` and 4 other fields	High correlation
`n_traffic_lights` is highly correlated with `density_traffic_lights` and 5 other fields	High correlation
`density_traffic_lights` is highly correlated with `SHAPE_Leng` and 9 other fields	High correlation
`n_shops` is highly correlated with `density_shops` and 4 other fields	High correlation
`density_shops` is highly correlated with `density_traffic_lights` and 10 other fields	High correlation
`street_len_tot` is highly correlated with `SHAPE_Leng` and 1 other fields	High correlation
`street_density` is highly correlated with `SHAPE_Area` and 9 other fields	High correlation
`motorway_ratio` is highly correlated with `avg_CO_2_per_road` and 2 other fields	High correlation
`n_food_amenities` is highly correlated with `n_shops` and 6 other fields	High correlation
`density_food_amenities` is highly correlated with `n_traffic_lights` and 10 other fields	High correlation
`n_education_amenities` is highly correlated with `density_education_amenities` and 3 other fields	High correlation
`density_education_amenities` is highly correlated with `density_traffic_lights` and 9 other fields	High correlation
`n_service_amenities` is highly correlated with `n_traffic_lights` and 12 other fields	High correlation
`density_service_amenities` is highly correlated with `density_traffic_lights` and 9 other fields	High correlation
`n_all_amenities` is highly correlated with `n_traffic_lights` and 12 other fields	High correlation
`density_all_amenities` is highly correlated with `SHAPE_Area` and 12 other fields	High correlation
`car_accidents` is highly correlated with `n_traffic_lights` and 3 other fields	High correlation
`pop_density` is highly correlated with `density_traffic_lights` and 8 other fields	High correlation
`avg_CO_2_per_road` is highly correlated with `motorway_ratio` and 3 other fields	High correlation
`CO_2_alpha` is highly correlated with `NO_x_alpha` and 1 other fields	High correlation
`avg_NO_x_per_road` is highly correlated with `motorway_ratio` and 3 other fields	High correlation
`NO_x_alpha` is highly correlated with `CO_2_alpha` and 1 other fields	High correlation
`avg_PM_per_road` is highly correlated with `avg_CO_2_per_road` and 2 other fields	High correlation
`avg_VOC_per_road` is highly correlated with `motorway_ratio` and 3 other fields	High correlation
`VOC_alpha` is highly correlated with `CO_2_alpha` and 1 other fields	High correlation
`SHAPE_Leng` is highly correlated with `SHAPE_Area` and 6 other fields	High correlation
`SHAPE_Area` is highly correlated with `SHAPE_Leng` and 5 other fields	High correlation
`n_traffic_lights` is highly correlated with `density_traffic_lights` and 12 other fields	High correlation
`density_traffic_lights` is highly correlated with `n_traffic_lights` and 12 other fields	High correlation
`n_shops` is highly correlated with `n_traffic_lights` and 13 other fields	High correlation
`density_shops` is highly correlated with `n_traffic_lights` and 13 other fields	High correlation
`street_len_tot` is highly correlated with `SHAPE_Leng` and 1 other fields	High correlation
`street_density` is highly correlated with `SHAPE_Leng` and 12 other fields	High correlation
`motorway_ratio` is highly correlated with `SHAPE_Leng` and 4 other fields	High correlation
`n_food_amenities` is highly correlated with `n_traffic_lights` and 13 other fields	High correlation
`density_food_amenities` is highly correlated with `n_traffic_lights` and 13 other fields	High correlation
`n_education_amenities` is highly correlated with `n_traffic_lights` and 10 other fields	High correlation
`density_education_amenities` is highly correlated with `density_traffic_lights` and 9 other fields	High correlation
`n_service_amenities` is highly correlated with `n_traffic_lights` and 13 other fields	High correlation
`density_service_amenities` is highly correlated with `n_traffic_lights` and 14 other fields	High correlation
`n_all_amenities` is highly correlated with `n_traffic_lights` and 13 other fields	High correlation
`density_all_amenities` is highly correlated with `n_traffic_lights` and 14 other fields	High correlation
`perc_roads_bc` is highly correlated with `motorway_ratio`	High correlation
`car_accidents` is highly correlated with `n_traffic_lights` and 14 other fields	High correlation
`perc_people_far_from_public_transport` is highly correlated with `street_density` and 2 other fields	High correlation
`pop_density` is highly correlated with `n_traffic_lights` and 12 other fields	High correlation
`avg_CO_2_per_road` is highly correlated with `SHAPE_Leng` and 5 other fields	High correlation
`CO_2_alpha` is highly correlated with `NO_x_alpha` and 2 other fields	High correlation
`avg_NO_x_per_road` is highly correlated with `SHAPE_Leng` and 6 other fields	High correlation
`NO_x_alpha` is highly correlated with `CO_2_alpha` and 2 other fields	High correlation
`avg_PM_per_road` is highly correlated with `n_shops` and 7 other fields	High correlation
`PM_alpha` is highly correlated with `street_density` and 4 other fields	High correlation
`avg_VOC_per_road` is highly correlated with `SHAPE_Leng` and 5 other fields	High correlation
`VOC_alpha` is highly correlated with `car_accidents` and 3 other fields	High correlation
`area_code` is uniformly distributed	Uniform
`area_name` is uniformly distributed	Uniform
`area_code` has unique values	Unique
`area_name` has unique values	Unique
`SHAPE_Leng` has unique values	Unique
`SHAPE_Area` has unique values	Unique
`density_shops` has unique values	Unique
`street_len_tot` has unique values	Unique
`street_density` has unique values	Unique
`avg_CO_2_per_road` has unique values	Unique
`CO_2_alpha` has unique values	Unique
`avg_NO_x_per_road` has unique values	Unique
`NO_x_alpha` has unique values	Unique
`avg_PM_per_road` has unique values	Unique
`PM_alpha` has unique values	Unique
`avg_VOC_per_road` has unique values	Unique
`VOC_alpha` has unique values	Unique
`n_traffic_lights` has 14 (9.0%) zeros	Zeros
`density_traffic_lights` has 14 (9.0%) zeros	Zeros
`motorway_ratio` has 105 (67.7%) zeros	Zeros
`n_food_amenities` has 8 (5.2%) zeros	Zeros
`density_food_amenities` has 8 (5.2%) zeros	Zeros
`n_education_amenities` has 29 (18.7%) zeros	Zeros
`density_education_amenities` has 29 (18.7%) zeros	Zeros
`n_service_amenities` has 26 (16.8%) zeros	Zeros
`density_service_amenities` has 26 (16.8%) zeros	Zeros
`n_all_amenities` has 4 (2.6%) zeros	Zeros
`density_all_amenities` has 4 (2.6%) zeros	Zeros
`perc_roads_bc` has 7 (4.5%) zeros	Zeros
`perc_people_far_from_public_transport` has 42 (27.1%) zeros	Zeros
`pop_density` has 2 (1.3%) zeros	Zeros

Reproduction

Analysis started	2022-03-25 17:34:10.981273
Analysis finished	2022-03-25 17:35:56.302457
Duration	1 minute and 45.32 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

area_code
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE

Distinct	155
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	9.1 KiB

10L	1
3A	1
2A	1
2B	1
2C	1
Other values (150)	150

Length

Max length	3
Median length	3
Mean length	2.567741935
Min length	2

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	155 ?
Unique (%)	100.0%

Sample

1st row	10L
2nd row	10A
3rd row	10B
4th row	10C
5th row	10D

Common Values

Value	Count	Frequency (%)
10L	1	0.6%
3A	1	0.6%
2A	1	0.6%
2B	1	0.6%
2C	1	0.6%
2D	1	0.6%
2E	1	0.6%
2X	1	0.6%
2Y	1	0.6%
3B	1	0.6%
Other values (145)	145	93.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
10l	1	0.6%
10h	1	0.6%
11a	1	0.6%
10b	1	0.6%
10c	1	0.6%
10d	1	0.6%
10e	1	0.6%
10f	1	0.6%
10g	1	0.6%
10i	1	0.6%
Other values (145)	145	93.5%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

area_name
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE

Distinct	155
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	10.5 KiB

Morena	1
Nomentano	1
Villaggio Olimpico	1
Parioli	1
Flaminio	1
Other values (150)	150

Length

Max length	29
Median length	11
Mean length	11.22580645
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	155 ?
Unique (%)	100.0%

Sample

1st row	Morena
2nd row	Don Bosco
3rd row	Appio-Claudio
4th row	Quarto Miglio
5th row	Pignatelli

Common Values

Value	Count	Frequency (%)
Morena	1	0.6%
Nomentano	1	0.6%
Villaggio Olimpico	1	0.6%
Parioli	1	0.6%
Flaminio	1	0.6%
Salario	1	0.6%
Trieste	1	0.6%
Villa Borghese	1	0.6%
Villa Ada	1	0.6%
S. Lorenzo	1	0.6%
Other values (145)	145	93.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
s	9	3.5%
tor	7	2.7%
di	7	2.7%
sud	6	2.3%
nord	6	2.3%
castel	4	1.6%
casal	4	1.6%
villa	3	1.2%
ostia	3	1.2%
antica	3	1.2%
Other values (184)	205	79.8%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

SHAPE_Leng
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	155
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13181.28169

Minimum	3200.992486
Maximum	53007.02993
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	3200.992486
5-th percentile	4832.860852
Q1	6737.14221
median	9426.788621
Q3	15215.5491
95-th percentile	37836.57257
Maximum	53007.02993
Range	49806.03744
Interquartile range (IQR)	8478.406894

Descriptive statistics

Standard deviation	10024.12658
Coefficient of variation (CV)	0.7604819329
Kurtosis	3.766068871
Mean	13181.28169
Median Absolute Deviation (MAD)	3439.053616
Skewness	2.004645655
Sum	2043098.662
Variance	100483113.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22732.76045	1	0.6%
9426.788621	1	0.6%
4845.75915	1	0.6%
7877.963861	1	0.6%
7091.066016	1	0.6%
7390.913642	1	0.6%
7969.835496	1	0.6%
6491.801901	1	0.6%
10573.1056	1	0.6%
3875.957558	1	0.6%
Other values (145)	145	93.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3200.992486	1	0.6%
3637.922204	1	0.6%
3801.789702	1	0.6%
3875.957558	1	0.6%
4376.173463	1	0.6%
4456.582481	1	0.6%
4557.884443	1	0.6%
4802.764823	1	0.6%
4845.75915	1	0.6%
4855.922219	1	0.6%

Value	Count	Frequency (%)
53007.02993	1	0.6%
50239.7425	1	0.6%
47029.0998	1	0.6%
43514.64345	1	0.6%
39932.80968	1	0.6%
39601.03884	1	0.6%
39180.90333	1	0.6%
38458.93824	1	0.6%
37569.84442	1	0.6%
36212.63689	1	0.6%

SHAPE_Area
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	155
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8305879.379

Minimum	461791.9654
Maximum	61538180.34
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	461791.9654
5-th percentile	976525.214
Q1	1829407.273
median	3184027.97
Q3	8387133.814
95-th percentile	41628760.07
Maximum	61538180.34
Range	61076388.38
Interquartile range (IQR)	6557726.541

Descriptive statistics

Standard deviation	12502214.49
Coefficient of variation (CV)	1.505224663
Kurtosis	6.182098395
Mean	8305879.379
Median Absolute Deviation (MAD)	1799663.976
Skewness	2.603170016
Sum	1287411304
Variance	1.563053671 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8947226.29	1	0.6%
2930422.803	1	0.6%
1154031.288	1	0.6%
2080607.27	1	0.6%
1384363.994	1	0.6%
1929304.441	1	0.6%
2924187.379	1	0.6%
1380360.778	1	0.6%
2872122.099	1	0.6%
515065.7567	1	0.6%
Other values (145)	145	93.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
461791.9654	1	0.6%
515065.7567	1	0.6%
650129.8024	1	0.6%
675930.598	1	0.6%
765943.3451	1	0.6%
862388.0818	1	0.6%
872741.9338	1	0.6%
928054.047	1	0.6%
997298.5713	1	0.6%
1010811.909	1	0.6%

Value	Count	Frequency (%)
61538180.34	1	0.6%
56624885.51	1	0.6%
51959438.57	1	0.6%
51753695.36	1	0.6%
48302924.22	1	0.6%
47903959.16	1	0.6%
47207635	1	0.6%
42852275.3	1	0.6%
41104396.4	1	0.6%
39055539.29	1	0.6%

n_traffic_lights
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	33
Distinct (%)	21.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.929032258

Minimum	0
Maximum	61
Zeros	14
Zeros (%)	9.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	8
Q3	13.5
95-th percentile	32
Maximum	61
Range	61
Interquartile range (IQR)	10.5

Descriptive statistics

Standard deviation	10.09314392
Coefficient of variation (CV)	1.016528465
Kurtosis	5.204531129
Mean	9.929032258
Median Absolute Deviation (MAD)	5
Skewness	1.970239976
Sum	1539
Variance	101.8715543
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
2	15	9.7%
0	14	9.0%
3	13	8.4%
10	10	6.5%
6	10	6.5%
9	9	5.8%
1	9	5.8%
11	7	4.5%
5	6	3.9%
4	5	3.2%
Other values (23)	57	36.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14	9.0%
1	9	5.8%
2	15	9.7%
3	13	8.4%
4	5	3.2%
5	6	3.9%
6	10	6.5%
7	4	2.6%
8	5	3.2%
9	9	5.8%

Value	Count	Frequency (%)
61	1	0.6%
43	2	1.3%
41	1	0.6%
37	1	0.6%
36	1	0.6%
33	1	0.6%
32	2	1.3%
29	2	1.3%
27	1	0.6%
24	1	0.6%

density_traffic_lights
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	142
Distinct (%)	91.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.235346783

Minimum	0
Maximum	26.00472142
Zeros	14
Zeros (%)	9.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.4088539213
median	2.020844272
Q3	6.312453072
95-th percentile	13.49204186
Maximum	26.00472142
Range	26.00472142
Interquartile range (IQR)	5.903599151

Descriptive statistics

Standard deviation	5.249027259
Coefficient of variation (CV)	1.239338247
Kurtosis	3.781129577
Mean	4.235346783
Median Absolute Deviation (MAD)	1.967864033
Skewness	1.88167511
Sum	656.4787514
Variance	27.55228716
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14	9.0%
1.117664813	1	0.6%
8.651320344	1	0.6%
22.28782512	1	0.6%
7.523457683	1	0.6%
12.31562086	1	0.6%
2.089047677	1	0.6%
20.81610883	1	0.6%
11.64899806	1	0.6%
9.893037381	1	0.6%
Other values (132)	132	85.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14	9.0%
0.01924578147	1	0.6%
0.01932229173	1	0.6%
0.02070268035	1	0.6%
0.03250014851	1	0.6%
0.04435916176	1	0.6%
0.05120912517	1	0.6%
0.05298023957	1	0.6%
0.05480145771	1	0.6%
0.08350040519	1	0.6%

Value	Count	Frequency (%)
26.00472142	1	0.6%
23.32551258	1	0.6%
22.28782512	1	0.6%
21.07956749	1	0.6%
20.81610883	1	0.6%
18.5531321	1	0.6%
18.24162796	1	0.6%
13.90519445	1	0.6%
13.31497646	1	0.6%
12.79325662	1	0.6%

n_shops
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	150
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	824.9548387

Minimum	1
Maximum	9965
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	1
5-th percentile	30.2
Q1	228.5
median	537
Q3	965.5
95-th percentile	2528.3
Maximum	9965
Range	9964
Interquartile range (IQR)	737

Descriptive statistics

Standard deviation	1109.876461
Coefficient of variation (CV)	1.345378448
Kurtosis	32.27636359
Mean	824.9548387
Median Absolute Deviation (MAD)	344
Skewness	4.695730578
Sum	127868
Variance	1231825.758
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	2	1.3%
375	2	1.3%
106	2	1.3%
844	2	1.3%
366	2	1.3%
660	1	0.6%
1924	1	0.6%
2498	1	0.6%
221	1	0.6%
2180	1	0.6%
Other values (140)	140	90.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2	1.3%
8	1	0.6%
11	1	0.6%
12	1	0.6%
13	1	0.6%
17	1	0.6%
26	1	0.6%
32	1	0.6%
36	1	0.6%
41	1	0.6%

Value	Count	Frequency (%)
9965	1	0.6%
6124	1	0.6%
3572	1	0.6%
2943	1	0.6%
2909	1	0.6%
2654	1	0.6%
2602	1	0.6%
2599	1	0.6%
2498	1	0.6%
2346	1	0.6%

density_shops
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	155
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	318.3030897

Minimum	0.09213273369
Maximum	3109.385419
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0.09213273369
5-th percentile	3.11203669
Q1	41.69945456
median	128.0516136
Q3	386.1665398
95-th percentile	1219.567919
Maximum	3109.385419
Range	3109.293286
Interquartile range (IQR)	344.4670852

Descriptive statistics

Standard deviation	471.6799437
Coefficient of variation (CV)	1.481857886
Kurtosis	9.935020815
Mean	318.3030897
Median Absolute Deviation (MAD)	110.9722924
Skewness	2.790408818
Sum	49336.97891
Variance	222481.9693
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
107.2958221	1	0.6%
743.919955	1	0.6%
53.72471323	1	0.6%
413.8214898	1	0.6%
476.7532261	1	0.6%
997.2505939	1	0.6%
854.2544224	1	0.6%
76.79151831	1	0.6%
76.94658945	1	0.6%
1498.83775	1	0.6%
Other values (145)	145	93.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.09213273369	1	0.6%
0.1787508168	1	0.6%
0.3383694314	1	0.6%
0.371827699	1	0.6%
0.5507583677	1	0.6%
0.6956025024	1	0.6%
1.17399267	1	0.6%
1.508495948	1	0.6%
3.799268436	1	0.6%
3.851784975	1	0.6%

Value	Count	Frequency (%)
3109.385419	1	0.6%
2056.179276	1	0.6%
1980.358392	1	0.6%
1949.238441	1	0.6%
1677.659722	1	0.6%
1498.83775	1	0.6%
1384.519648	1	0.6%
1298.202293	1	0.6%
1185.867473	1	0.6%
1168.291139	1	0.6%

street_len_tot
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	155
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51141.94154

Minimum	0
Maximum	230051.093
Zeros	1
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	11428.8079
Q1	22640.2645
median	40642.781
Q3	63522.487
95-th percentile	127432.4559
Maximum	230051.093
Range	230051.093
Interquartile range (IQR)	40882.2225

Descriptive statistics

Standard deviation	41592.71513
Coefficient of variation (CV)	0.8132799395
Kurtosis	4.620809774
Mean	51141.94154
Median Absolute Deviation (MAD)	19526.746
Skewness	1.960153377
Sum	7927000.939
Variance	1729953952
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
90462.509	1	0.6%
69556.64	1	0.6%
18453.561	1	0.6%
30795.3	1	0.6%
25974.288	1	0.6%
44554.714	1	0.6%
56982.482	1	0.6%
12305.862	1	0.6%
19562.293	1	0.6%
12076.997	1	0.6%
Other values (145)	145	93.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.6%
3485.762	1	0.6%
8640.6	1	0.6%
8779.693	1	0.6%
8779.84	1	0.6%
10072.509	1	0.6%
10211.64	1	0.6%
11279.941	1	0.6%
11492.608	1	0.6%
11568.022	1	0.6%

Value	Count	Frequency (%)
230051.093	1	0.6%
216206.566	1	0.6%
203182.312	1	0.6%
185745.365	1	0.6%
184351.632	1	0.6%
154909.692	1	0.6%
135244.887	1	0.6%
130585.251	1	0.6%
126081.258	1	0.6%
122690.931	1	0.6%

street_density
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	155
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.45661353

Minimum	0
Maximum	29.38634742
Zeros	1
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	2.258206027
Q1	6.960833012
median	11.10236172
Q3	15.76385089
95-th percentile	20.61509385
Maximum	29.38634742
Range	29.38634742
Interquartile range (IQR)	8.803017876

Descriptive statistics

Standard deviation	5.911868144
Coefficient of variation (CV)	0.5160223071
Kurtosis	-0.4307480663
Mean	11.45661353
Median Absolute Deviation (MAD)	4.495930389
Skewness	0.1798118359
Sum	1775.775097
Variance	34.95018495
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.11067632	1	0.6%
23.73604243	1	0.6%
15.99052053	1	0.6%
14.80111141	1	0.6%
18.76261454	1	0.6%
23.09366684	1	0.6%
19.48660418	1	0.6%
8.914960634	1	0.6%
6.811093793	1	0.6%
23.44748577	1	0.6%
Other values (145)	145	93.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.6%
0.1881189196	1	0.6%
0.9040568238	1	0.6%
1.678300712	1	0.6%
1.729042936	1	0.6%
1.865176088	1	0.6%
1.952064177	1	0.6%
2.221063685	1	0.6%
2.274124173	1	0.6%
2.38665338	1	0.6%

Value	Count	Frequency (%)
29.38634742	1	0.6%
23.73604243	1	0.6%
23.44748577	1	0.6%
23.43491912	1	0.6%
23.26947975	1	0.6%
23.09366684	1	0.6%
21.76446474	1	0.6%
20.88076792	1	0.6%
20.50123353	1	0.6%
20.37871796	1	0.6%

motorway_ratio
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	51
Distinct (%)	32.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3252067327

Minimum	0
Maximum	4.210526316
Zeros	105
Zeros (%)	67.7%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.3024799242
95-th percentile	1.904643213
Maximum	4.210526316
Range	4.210526316
Interquartile range (IQR)	0.3024799242

Descriptive statistics

Standard deviation	0.7055956595
Coefficient of variation (CV)	2.169683431
Kurtosis	9.478841279
Mean	0.3252067327
Median Absolute Deviation (MAD)	0
Skewness	2.923330283
Sum	50.40704357
Variance	0.4978652347
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	105	67.7%
0.272851296	1	0.6%
0.488997555	1	0.6%
0.6864988558	1	0.6%
1.030927835	1	0.6%
1.851851852	1	0.6%
1.796407186	1	0.6%
1.937046005	1	0.6%
1.5625	1	0.6%
1.167315175	1	0.6%
Other values (41)	41	26.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	105	67.7%
0.07788161994	1	0.6%
0.1417769376	1	0.6%
0.1666666667	1	0.6%
0.1953125	1	0.6%
0.2036659878	1	0.6%
0.2111189303	1	0.6%
0.2551020408	1	0.6%
0.272851296	1	0.6%
0.2857142857	1	0.6%

Value	Count	Frequency (%)
4.210526316	1	0.6%
3.527607362	1	0.6%
2.614379085	1	0.6%
2.570093458	1	0.6%
2.352941176	1	0.6%
2.173913043	1	0.6%
2.161100196	1	0.6%
1.937046005	1	0.6%
1.890756303	1	0.6%
1.851851852	1	0.6%

n_food_amenities
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	62
Distinct (%)	40.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.69677419

Minimum	0
Maximum	576
Zeros	8
Zeros (%)	5.2%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.7
Q1	4
median	15
Q3	29.5
95-th percentile	96.2
Maximum	576
Range	576
Interquartile range (IQR)	25.5

Descriptive statistics

Standard deviation	60.51138931
Coefficient of variation (CV)	1.971262157
Kurtosis	46.10947191
Mean	30.69677419
Median Absolute Deviation (MAD)	11
Skewness	5.957753735
Sum	4758
Variance	3661.628236
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	13	8.4%
0	8	5.2%
3	7	4.5%
1	6	3.9%
15	6	3.9%
7	6	3.9%
9	6	3.9%
2	6	3.9%
6	5	3.2%
12	4	2.6%
Other values (52)	88	56.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8	5.2%
1	6	3.9%
2	6	3.9%
3	7	4.5%
4	13	8.4%
5	4	2.6%
6	5	3.2%
7	6	3.9%
8	1	0.6%
9	6	3.9%

Value	Count	Frequency (%)
576	1	0.6%
319	1	0.6%
200	1	0.6%
195	1	0.6%
175	1	0.6%
133	1	0.6%
131	1	0.6%
99	1	0.6%
95	1	0.6%
87	1	0.6%

density_food_amenities
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	148
Distinct (%)	95.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.87328195

Minimum	0
Maximum	179.7296539
Zeros	8
Zeros (%)	5.2%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.01347204703
Q1	0.9349173497
median	3.035600639
Q3	12.80044876
95-th percentile	82.00493059
Maximum	179.7296539
Range	179.7296539
Interquartile range (IQR)	11.86553141

Descriptive statistics

Standard deviation	27.18560841
Coefficient of variation (CV)	1.959565769
Kurtosis	12.66341332
Mean	13.87328195
Median Absolute Deviation (MAD)	2.900344596
Skewness	3.324487273
Sum	2150.358702
Variance	739.0573045
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8	5.2%
9.40799612	1	0.6%
3.466110531	1	0.6%
12.97698052	1	0.6%
20.94824781	1	0.6%
39.91075662	1	0.6%
26.67407724	1	0.6%
13.76451743	1	0.6%
1.392698452	1	0.6%
24.22858569	1	0.6%
Other values (138)	138	89.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8	5.2%
0.01924578147	1	0.6%
0.0417502026	1	0.6%
0.06454410183	1	0.6%
0.08736556922	1	0.6%
0.0940137395	1	0.6%
0.1035134017	1	0.6%
0.123620559	1	0.6%
0.1239425663	1	0.6%
0.1270980849	1	0.6%

Value	Count	Frequency (%)
179.7296539	1	0.6%
128.1389786	1	0.6%
107.6439707	1	0.6%
103.1571403	1	0.6%
99.75890292	1	0.6%
94.00888403	1	0.6%
93.82741689	1	0.6%
89.36454202	1	0.6%
78.85081141	1	0.6%
63.61599863	1	0.6%

n_education_amenities
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	26
Distinct (%)	16.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.135483871

Minimum	0
Maximum	103
Zeros	29
Zeros (%)	18.7%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	4
Q3	7
95-th percentile	18.3
Maximum	103
Range	103
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	9.932942319
Coefficient of variation (CV)	1.618933816
Kurtosis	59.06901311
Mean	6.135483871
Median Absolute Deviation (MAD)	3
Skewness	6.492197647
Sum	951
Variance	98.66334311
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	29	18.7%
1	17	11.0%
2	16	10.3%
7	14	9.0%
3	11	7.1%
6	11	7.1%
5	10	6.5%
4	10	6.5%
11	5	3.2%
9	4	2.6%
Other values (16)	28	18.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	29	18.7%
1	17	11.0%
2	16	10.3%
3	11	7.1%
4	10	6.5%
5	10	6.5%
6	11	7.1%
7	14	9.0%
8	4	2.6%
9	4	2.6%

Value	Count	Frequency (%)
103	1	0.6%
34	1	0.6%
32	1	0.6%
26	1	0.6%
22	1	0.6%
21	2	1.3%
19	1	0.6%
18	2	1.3%
17	1	0.6%
16	1	0.6%

density_education_amenities
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	127
Distinct (%)	81.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.769614947

Minimum	0
Maximum	101.898285
Zeros	29
Zeros (%)	18.7%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.1601660869
median	0.9671979462
Q3	3.12508523
95-th percentile	8.833816498
Maximum	101.898285
Range	101.898285
Interquartile range (IQR)	2.964919143

Descriptive statistics

Standard deviation	8.462593367
Coefficient of variation (CV)	3.0555126
Kurtosis	124.1022734
Mean	2.769614947
Median Absolute Deviation (MAD)	0.9671979462
Skewness	10.60870882
Sum	429.2903167
Variance	71.6154865
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	29	18.7%
0.8941318506	1	0.6%
3.364402356	1	0.6%
1.223146032	1	0.6%
4.698108554	1	0.6%
4.374089937	1	0.6%
2.385704168	1	0.6%
1.974843241	1	0.6%
101.898285	1	0.6%
9.707498382	1	0.6%
Other values (117)	117	75.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	29	18.7%
0.01766007986	1	0.6%
0.02333598375	1	0.6%
0.02740072885	1	0.6%
0.04236602829	1	0.6%
0.08760410883	1	0.6%
0.1088905702	1	0.6%
0.1280228129	1	0.6%
0.1330774853	1	0.6%
0.1432429009	1	0.6%

Value	Count	Frequency (%)
101.898285	1	0.6%
12.83104108	1	0.6%
11.59570756	1	0.6%
10.99480492	1	0.6%
10.18433427	1	0.6%
9.984980773	1	0.6%
9.707498382	1	0.6%
9.228926251	1	0.6%
8.664483747	1	0.6%
8.042808782	1	0.6%

n_service_amenities
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	32
Distinct (%)	20.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.529032258

Minimum	0
Maximum	63
Zeros	26
Zeros (%)	16.8%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	11
95-th percentile	29.6
Maximum	63
Range	63
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	10.05588907
Coefficient of variation (CV)	1.179018763
Kurtosis	6.24970555
Mean	8.529032258
Median Absolute Deviation (MAD)	4
Skewness	2.147745716
Sum	1322
Variance	101.1209049
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
0	26	16.8%
2	13	8.4%
1	11	7.1%
3	11	7.1%
8	10	6.5%
4	10	6.5%
6	8	5.2%
5	8	5.2%
9	7	4.5%
15	5	3.2%
Other values (22)	46	29.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	26	16.8%
1	11	7.1%
2	13	8.4%
3	11	7.1%
4	10	6.5%
5	8	5.2%
6	8	5.2%
7	5	3.2%
8	10	6.5%
9	7	4.5%

Value	Count	Frequency (%)
63	1	0.6%
45	1	0.6%
37	1	0.6%
35	1	0.6%
33	2	1.3%
32	1	0.6%
31	1	0.6%
29	3	1.9%
24	3	1.9%
23	1	0.6%

density_service_amenities
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	130
Distinct (%)	83.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.605963195

Minimum	0
Maximum	25.15051109
Zeros	26
Zeros (%)	16.8%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.2326878783
median	1.217644564
Q3	5.505662565
95-th percentile	15.07494617
Maximum	25.15051109
Range	25.15051109
Interquartile range (IQR)	5.272974687

Descriptive statistics

Standard deviation	4.996017723
Coefficient of variation (CV)	1.385487719
Kurtosis	3.689847452
Mean	3.605963195
Median Absolute Deviation (MAD)	1.217644564
Skewness	1.942712806
Sum	558.9242953
Variance	24.96019308
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	26	16.8%
1.005898332	1	0.6%
0.3481746129	1	0.6%
6.728804712	1	0.6%
5.778826983	1	0.6%
10.8847518	1	0.6%
10.60123583	1	0.6%
0.724448286	1	0.6%
10.91992594	1	0.6%
1.01488597	1	0.6%
Other values (120)	120	77.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	26	16.8%
0.01766007986	1	0.6%
0.05824371281	1	0.6%
0.08168924143	1	0.6%
0.09606817778	1	0.6%
0.1166799187	1	0.6%
0.1216414894	1	0.6%
0.1268301462	1	0.6%
0.1330774853	1	0.6%
0.1432429009	1	0.6%

Value	Count	Frequency (%)
25.15051109	1	0.6%
21.6547726	1	0.6%
19.6579309	1	0.6%
18.81167884	1	0.6%
16.96400915	1	0.6%
16.23399059	1	0.6%
15.51179262	1	0.6%
15.38154375	1	0.6%
14.9435472	1	0.6%
14.55194768	1	0.6%

n_all_amenities
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	78
Distinct (%)	50.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.36129032

Minimum	0
Maximum	671
Zeros	4
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	9.5
median	24
Q3	48
95-th percentile	136.4
Maximum	671
Range	671
Interquartile range (IQR)	38.5

Descriptive statistics

Standard deviation	73.51101021
Coefficient of variation (CV)	1.620567001
Kurtosis	37.00650055
Mean	45.36129032
Median Absolute Deviation (MAD)	18
Skewness	5.189303578
Sum	7031
Variance	5403.868622
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13	6	3.9%
1	5	3.2%
24	5	3.2%
2	5	3.2%
3	4	2.6%
5	4	2.6%
0	4	2.6%
9	4	2.6%
7	4	2.6%
27	4	2.6%
Other values (68)	110	71.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4	2.6%
1	5	3.2%
2	5	3.2%
3	4	2.6%
4	3	1.9%
5	4	2.6%
6	3	1.9%
7	4	2.6%
8	3	1.9%
9	4	2.6%

Value	Count	Frequency (%)
671	1	0.6%
398	1	0.6%
247	1	0.6%
220	1	0.6%
216	1	0.6%
190	1	0.6%
163	1	0.6%
142	1	0.6%
134	1	0.6%
132	1	0.6%

density_all_amenities
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	152
Distinct (%)	98.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.24886009

Minimum	0
Maximum	209.3725656
Zeros	4
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0851728482
Q1	1.344511452
median	5.364791103
Q3	19.71025652
95-th percentile	111.8198152
Maximum	209.3725656
Range	209.3725656
Interquartile range (IQR)	18.36574507

Descriptive statistics

Standard deviation	34.38046628
Coefficient of variation (CV)	1.697896382
Kurtosis	8.371430458
Mean	20.24886009
Median Absolute Deviation (MAD)	5.15417269
Skewness	2.75215454
Sum	3138.573314
Variance	1182.016462
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4	2.6%
149.4954751	1	0.6%
23.07018758	1	0.6%
31.78354841	1	0.6%
56.49704508	1	0.6%
44.4567954	1	0.6%
17.38675886	1	0.6%
2.089047677	1	0.6%
37.87849312	1	0.6%
115.7485374	1	0.6%
Other values (142)	142	91.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4	2.6%
0.01924578147	1	0.6%
0.02740072885	1	0.6%
0.0417502026	1	0.6%
0.06454410183	1	0.6%
0.0940137395	1	0.6%
0.1035134017	1	0.6%
0.1239425663	1	0.6%
0.1352560421	1	0.6%
0.145609282	1	0.6%

Value	Count	Frequency (%)
209.3725656	1	0.6%
149.4954751	1	0.6%
128.7038929	1	0.6%
123.1309888	1	0.6%
121.4444797	1	0.6%
118.4378869	1	0.6%
115.7485374	1	0.6%
115.2138955	1	0.6%
110.3652094	1	0.6%
106.6805096	1	0.6%

perc_roads_bc
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	148
Distinct (%)	96.1%
Missing	1
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	4.889535302

Minimum	0
Maximum	44
Zeros	7
Zeros (%)	4.5%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1849419259
Q1	2.293276344
median	3.998507887
Q3	6.032101469
95-th percentile	11.45331707
Maximum	44
Range	44
Interquartile range (IQR)	3.738825126

Descriptive statistics

Standard deviation	4.712050106
Coefficient of variation (CV)	0.9637010095
Kurtosis	31.06720323
Mean	4.889535302
Median Absolute Deviation (MAD)	1.925524712
Skewness	4.315760551
Sum	752.9884364
Variance	22.2034162
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7	4.5%
2.447163515	1	0.6%
1.648351648	1	0.6%
1.244813278	1	0.6%
1.261829653	1	0.6%
2.770780856	1	0.6%
0.1663893511	1	0.6%
2.81124498	1	0.6%
11.76470588	1	0.6%
4.361054767	1	0.6%
Other values (138)	138	89.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7	4.5%
0.1663893511	1	0.6%
0.1949317739	1	0.6%
0.3846153846	1	0.6%
0.4149377593	1	0.6%
0.4901960784	1	0.6%
0.5167958656	1	0.6%
0.78125	1	0.6%
0.9881422925	1	0.6%
1.052631579	1	0.6%

Value	Count	Frequency (%)
44	1	0.6%
19.40298507	1	0.6%
18.94736842	1	0.6%
15.43026706	1	0.6%
15.2854512	1	0.6%
13.40206186	1	0.6%
11.76470588	1	0.6%
11.68224299	1	0.6%
11.33004926	1	0.6%
10.86956522	1	0.6%

car_accidents
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	126
Distinct (%)	81.8%
Missing	1
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	182.3051948

Minimum	11
Maximum	691
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	11
5-th percentile	30.65
Q1	76.25
median	145
Q3	243.5
95-th percentile	428.25
Maximum	691
Range	680
Interquartile range (IQR)	167.25

Descriptive statistics

Standard deviation	140.5496832
Coefficient of variation (CV)	0.7709581908
Kurtosis	2.114675333
Mean	182.3051948
Median Absolute Deviation (MAD)	78.5
Skewness	1.412174916
Sum	28075
Variance	19754.21344
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
127	3	1.9%
115	3	1.9%
33	3	1.9%
182	2	1.3%
132	2	1.3%
140	2	1.3%
185	2	1.3%
102	2	1.3%
106	2	1.3%
67	2	1.3%
Other values (116)	131	84.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
11	1	0.6%
14	2	1.3%
22	1	0.6%
24	1	0.6%
28	1	0.6%
29	1	0.6%
30	1	0.6%
31	1	0.6%
33	3	1.9%
34	1	0.6%

Value	Count	Frequency (%)
691	1	0.6%
668	1	0.6%
663	1	0.6%
581	1	0.6%
548	1	0.6%
545	1	0.6%
532	1	0.6%
438	1	0.6%
423	1	0.6%
421	1	0.6%

perc_people_far_from_public_transport
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	97
Distinct (%)	62.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.06129032

Minimum	0
Maximum	100
Zeros	42
Zeros (%)	27.1%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	34.3
Q3	83.3
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	83.3

Descriptive statistics

Standard deviation	39.35326252
Coefficient of variation (CV)	0.9356171011
Kurtosis	-1.5889077
Mean	42.06129032
Median Absolute Deviation (MAD)	34.3
Skewness	0.2566873712
Sum	6519.5
Variance	1548.679271
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	42	27.1%
100	11	7.1%
74.5	2	1.3%
0.2	2	1.3%
8.8	2	1.3%
99.4	2	1.3%
99.2	2	1.3%
97.3	2	1.3%
96.5	2	1.3%
2.8	1	0.6%
Other values (87)	87	56.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	42	27.1%
0.2	2	1.3%
0.3	1	0.6%
0.5	1	0.6%
0.6	1	0.6%
0.8	1	0.6%
1.2	1	0.6%
1.5	1	0.6%
2.5	1	0.6%
2.8	1	0.6%

Value	Count	Frequency (%)
100	11	7.1%
99.8	1	0.6%
99.5	1	0.6%
99.4	2	1.3%
99.2	2	1.3%
99	1	0.6%
97.3	2	1.3%
96.5	2	1.3%
95.8	1	0.6%
94.5	1	0.6%

pop_density
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	143
Distinct (%)	92.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.79806452

Minimum	0
Maximum	259.3
Zeros	2
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.97
Q1	7.8
median	48.5
Q3	85.7
95-th percentile	186.25
Maximum	259.3
Range	259.3
Interquartile range (IQR)	77.9

Descriptive statistics

Standard deviation	60.51776435
Coefficient of variation (CV)	0.9953896531
Kurtosis	0.8597614069
Mean	60.79806452
Median Absolute Deviation (MAD)	38.7
Skewness	1.183332049
Sum	9423.7
Variance	3662.399801
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.2	3	1.9%
2.8	3	1.9%
3.9	2	1.3%
69.4	2	1.3%
4.6	2	1.3%
1.6	2	1.3%
7.7	2	1.3%
56.8	2	1.3%
0	2	1.3%
26.5	2	1.3%
Other values (133)	133	85.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	1.3%
0.1	1	0.6%
0.2	1	0.6%
0.3	1	0.6%
0.7	1	0.6%
0.8	1	0.6%
0.9	1	0.6%
1	1	0.6%
1.2	3	1.9%
1.3	1	0.6%

Value	Count	Frequency (%)
259.3	1	0.6%
236.3	1	0.6%
225.9	1	0.6%
224.2	1	0.6%
219.9	1	0.6%
210.9	1	0.6%
204.3	1	0.6%
194.3	1	0.6%
182.8	1	0.6%
180.6	1	0.6%

avg_CO_2_per_road
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	155
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	165.9387964

Minimum	10.13786216
Maximum	1158.602877
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	10.13786216
5-th percentile	15.698633
Q1	28.92320583
median	74.70994541
Q3	215.0012655
95-th percentile	678.6722982
Maximum	1158.602877
Range	1148.465015
Interquartile range (IQR)	186.0780597

Descriptive statistics

Standard deviation	212.4247176
Coefficient of variation (CV)	1.280138956
Kurtosis	4.732801957
Mean	165.9387964
Median Absolute Deviation (MAD)	55.72687154
Skewness	2.124218564
Sum	25720.51345
Variance	45124.26066
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
45.6917902	1	0.6%
54.14552653	1	0.6%
31.41124967	1	0.6%
55.62469506	1	0.6%
39.80103767	1	0.6%
38.4861907	1	0.6%
86.95866421	1	0.6%
67.39445086	1	0.6%
209.6127333	1	0.6%
18.62466988	1	0.6%
Other values (145)	145	93.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10.13786216	1	0.6%
12.59056197	1	0.6%
13.53488181	1	0.6%
14.00012534	1	0.6%
14.08439684	1	0.6%
14.44889017	1	0.6%
14.6347176	1	0.6%
15.64481294	1	0.6%
15.72169873	1	0.6%
16.40435883	1	0.6%

Value	Count	Frequency (%)
1158.602877	1	0.6%
962.6602964	1	0.6%
821.1176386	1	0.6%
751.3467669	1	0.6%
743.7627193	1	0.6%
737.0042317	1	0.6%
726.3883415	1	0.6%
707.3528891	1	0.6%
666.3806164	1	0.6%
663.8212085	1	0.6%

CO_2_alpha
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	155
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.396024365

Minimum	1.000000537
Maximum	1.747615063
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	1.000000537
5-th percentile	1.04683818
Q1	1.265555954
median	1.402202396
Q3	1.550626697
95-th percentile	1.680932565
Maximum	1.747615063
Range	0.7476145254
Interquartile range (IQR)	0.2850707426

Descriptive statistics

Standard deviation	0.1918057182
Coefficient of variation (CV)	0.1373942483
Kurtosis	-0.7317940153
Mean	1.396024365
Median Absolute Deviation (MAD)	0.142797212
Skewness	-0.2488505292
Sum	216.3837765
Variance	0.03678943354
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.379672588	1	0.6%
1.564361351	1	0.6%
1.385121875	1	0.6%
1.458925003	1	0.6%
1.365487999	1	0.6%
1.489526428	1	0.6%
1.672172357	1	0.6%
1.391811805	1	0.6%
1.34890483	1	0.6%
1.110033714	1	0.6%
Other values (145)	145	93.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.000000537	1	0.6%
1.000002228	1	0.6%
1.000003652	1	0.6%
1.000014398	1	0.6%
1.000064151	1	0.6%
1.008850265	1	0.6%
1.013908037	1	0.6%
1.044834686	1	0.6%
1.047696821	1	0.6%
1.059378572	1	0.6%

Value	Count	Frequency (%)
1.747615063	1	0.6%
1.729986184	1	0.6%
1.725947896	1	0.6%
1.708925225	1	0.6%
1.704678736	1	0.6%
1.704628251	1	0.6%
1.692978543	1	0.6%
1.681599872	1	0.6%
1.680646576	1	0.6%
1.677002086	1	0.6%

avg_NO_x_per_road
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	155
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.07039791959

Minimum	0.008422463079
Maximum	0.3475679925
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0.008422463079
5-th percentile	0.01268312568
Q1	0.02131268068
median	0.04259019932
Q3	0.08766160182
95-th percentile	0.2592950028
Maximum	0.3475679925
Range	0.3391455294
Interquartile range (IQR)	0.06634892114

Descriptive statistics

Standard deviation	0.07535244749
Coefficient of variation (CV)	1.070378897
Kurtosis	3.385913384
Mean	0.07039791959
Median Absolute Deviation (MAD)	0.02562447623
Skewness	1.958622689
Sum	10.91167754
Variance	0.005677991343
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.02814521787	1	0.6%
0.03278392533	1	0.6%
0.0203484674	1	0.6%
0.05020049094	1	0.6%
0.02765994071	1	0.6%
0.03075741153	1	0.6%
0.04378544998	1	0.6%
0.03954580387	1	0.6%
0.08673052854	1	0.6%
0.01541018379	1	0.6%
Other values (145)	145	93.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.008422463079	1	0.6%
0.00882728897	1	0.6%
0.009981233066	1	0.6%
0.01040005917	1	0.6%
0.01160574569	1	0.6%
0.0118848544	1	0.6%
0.01196988412	1	0.6%
0.01265039553	1	0.6%
0.0126971529	1	0.6%
0.01298666628	1	0.6%

Value	Count	Frequency (%)
0.3475679925	1	0.6%
0.3451330332	1	0.6%
0.3248713271	1	0.6%
0.3111300128	1	0.6%
0.2754346188	1	0.6%
0.2650644166	1	0.6%
0.2635130073	1	0.6%
0.2619601501	1	0.6%
0.2581527969	1	0.6%
0.2513471476	1	0.6%

NO_x_alpha
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	155
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.404930713

Minimum	1
Maximum	1.807581234
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1.076716169
Q1	1.255353248
median	1.40607077
Q3	1.563716796
95-th percentile	1.731036435
Maximum	1.807581234
Range	0.8075812335
Interquartile range (IQR)	0.3083635479

Descriptive statistics

Standard deviation	0.1972605673
Coefficient of variation (CV)	0.1404059044
Kurtosis	-0.7626589419
Mean	1.404930713
Median Absolute Deviation (MAD)	0.1530441903
Skewness	-0.05880672724
Sum	217.7642605
Variance	0.03891173142
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.379998342	1	0.6%
1.656331089	1	0.6%
1.423926303	1	0.6%
1.535706261	1	0.6%
1.303152722	1	0.6%
1.580126477	1	0.6%
1.742098545	1	0.6%
1.373098119	1	0.6%
1.314072847	1	0.6%
1.248080754	1	0.6%
Other values (145)	145	93.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	0.6%
1	1	0.6%
1.000000001	1	0.6%
1.00000001	1	0.6%
1.008230755	1	0.6%
1.020873488	1	0.6%
1.067526721	1	0.6%
1.072112025	1	0.6%
1.078689373	1	0.6%
1.080279016	1	0.6%

Value	Count	Frequency (%)
1.807581234	1	0.6%
1.766717311	1	0.6%
1.753734134	1	0.6%
1.749928589	1	0.6%
1.743537765	1	0.6%
1.742098545	1	0.6%
1.740786074	1	0.6%
1.734613903	1	0.6%
1.729503234	1	0.6%
1.724662134	1	0.6%

avg_PM_per_road
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	155
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00132767906

Minimum	0.0001850620453
Maximum	0.008465545666
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0.0001850620453
5-th percentile	0.0003569149032
Q1	0.0006439238826
median	0.0009622520405
Q3	0.00150656509
95-th percentile	0.003509052293
Maximum	0.008465545666
Range	0.008280483621
Interquartile range (IQR)	0.0008626412073

Descriptive statistics

Standard deviation	0.001123325331
Coefficient of variation (CV)	0.8460819824
Kurtosis	10.8704502
Mean	0.00132767906
Median Absolute Deviation (MAD)	0.000405433501
Skewness	2.66543518
Sum	0.2057902544
Variance	1.2618598 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0007114688617	1	0.6%
0.001189923673	1	0.6%
0.0006630765928	1	0.6%
0.001307758555	1	0.6%
0.001307497208	1	0.6%
0.001444497789	1	0.6%
0.001485249536	1	0.6%
0.00241931331	1	0.6%
0.00177000599	1	0.6%
0.0005280472052	1	0.6%
Other values (145)	145	93.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.0001850620453	1	0.6%
0.0001879752107	1	0.6%
0.0002428461258	1	0.6%
0.0003054693027	1	0.6%
0.0003101203304	1	0.6%
0.0003453014462	1	0.6%
0.0003471080005	1	0.6%
0.0003533841574	1	0.6%
0.00035842808	1	0.6%
0.0003585289253	1	0.6%

Value	Count	Frequency (%)
0.008465545666	1	0.6%
0.00468234495	1	0.6%
0.004670503189	1	0.6%
0.004290434766	1	0.6%
0.004280463091	1	0.6%
0.00424156041	1	0.6%
0.003995638744	1	0.6%
0.003779646389	1	0.6%
0.003393083395	1	0.6%
0.003232737761	1	0.6%

PM_alpha
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	155
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.382737601

Minimum	1
Maximum	1.711369749
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1.068537493
Q1	1.288084153
median	1.410161469
Q3	1.492630492
95-th percentile	1.621105148
Maximum	1.711369749
Range	0.7113697487
Interquartile range (IQR)	0.2045463387

Descriptive statistics

Standard deviation	0.1639391195
Coefficient of variation (CV)	0.1185612652
Kurtosis	-0.08244808506
Mean	1.382737601
Median Absolute Deviation (MAD)	0.1023792826
Skewness	-0.4856762505
Sum	214.3243282
Variance	0.0268760349
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.372779622	1	0.6%
1.366898852	1	0.6%
1.387925302	1	0.6%
1.416001532	1	0.6%
1.417879538	1	0.6%
1.355936141	1	0.6%
1.459580628	1	0.6%
1.412362095	1	0.6%
1.286823559	1	0.6%
1.332843769	1	0.6%
Other values (145)	145	93.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	0.6%
1	1	0.6%
1	1	0.6%
1	1	0.6%
1	1	0.6%
1.003228673	1	0.6%
1.008585556	1	0.6%
1.066558041	1	0.6%
1.06938583	1	0.6%
1.072333876	1	0.6%

Value	Count	Frequency (%)
1.711369749	1	0.6%
1.710863782	1	0.6%
1.690293392	1	0.6%
1.677564903	1	0.6%
1.67555553	1	0.6%
1.668159908	1	0.6%
1.646427584	1	0.6%
1.633965021	1	0.6%
1.615593774	1	0.6%
1.600467997	1	0.6%

avg_VOC_per_road
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	155
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3389804839

Minimum	0.05087548032
Maximum	1.89892282
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0.05087548032
5-th percentile	0.06070507102
Q1	0.09402494907
median	0.1875087224
Q3	0.4247294586
95-th percentile	1.201653953
Maximum	1.89892282
Range	1.84804734
Interquartile range (IQR)	0.3307045096

Descriptive statistics

Standard deviation	0.3673575072
Coefficient of variation (CV)	1.083712853
Kurtosis	3.49187424
Mean	0.3389804839
Median Absolute Deviation (MAD)	0.1104884647
Skewness	1.933850593
Sum	52.54197501
Variance	0.1349515381
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1355784098	1	0.6%
0.1466097743	1	0.6%
0.09600185795	1	0.6%
0.2554255869	1	0.6%
0.1091724647	1	0.6%
0.09479061709	1	0.6%
0.193013031	1	0.6%
0.125352681	1	0.6%
0.4328191735	1	0.6%
0.07851550078	1	0.6%
Other values (145)	145	93.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.05087548032	1	0.6%
0.05176938591	1	0.6%
0.05212879704	1	0.6%
0.05530636526	1	0.6%
0.05719924947	1	0.6%
0.05811316709	1	0.6%
0.05885137499	1	0.6%
0.06053881156	1	0.6%
0.06077632508	1	0.6%
0.0630256271	1	0.6%

Value	Count	Frequency (%)
1.89892282	1	0.6%
1.598753488	1	0.6%
1.553627835	1	0.6%
1.33340465	1	0.6%
1.321425698	1	0.6%
1.299028043	1	0.6%
1.292129138	1	0.6%
1.205154898	1	0.6%
1.200153548	1	0.6%
1.181645696	1	0.6%

VOC_alpha
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	155
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.418492365

Minimum	1
Maximum	1.865922538
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1.029207949
Q1	1.247556261
median	1.4175284
Q3	1.586996497
95-th percentile	1.779221232
Maximum	1.865922538
Range	0.8659225375
Interquartile range (IQR)	0.3394402366

Descriptive statistics

Standard deviation	0.2267898888
Coefficient of variation (CV)	0.1598809373
Kurtosis	-0.90030879
Mean	1.418492365
Median Absolute Deviation (MAD)	0.1696802227
Skewness	0.02637150009
Sum	219.8663166
Variance	0.05143365366
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.360149248	1	0.6%
1.844724329	1	0.6%
1.322760197	1	0.6%
1.721367674	1	0.6%
1.101489261	1	0.6%
1.226629317	1	0.6%
1.865922538	1	0.6%
1.327724913	1	0.6%
1.381461895	1	0.6%
1.277156507	1	0.6%
Other values (145)	145	93.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	0.6%
1	1	0.6%
1	1	0.6%
1.000000001	1	0.6%
1.000000001	1	0.6%
1.000000003	1	0.6%
1.000000008	1	0.6%
1.000000009	1	0.6%
1.041725637	1	0.6%
1.074931584	1	0.6%

Value	Count	Frequency (%)
1.865922538	1	0.6%
1.865702078	1	0.6%
1.844724329	1	0.6%
1.832722677	1	0.6%
1.82816983	1	0.6%
1.824029341	1	0.6%
1.807048456	1	0.6%
1.786889196	1	0.6%
1.775934962	1	0.6%
1.773129944	1	0.6%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	area_code	area_name	SHAPE_Leng	SHAPE_Area	n_traffic_lights	density_traffic_lights	n_shops	density_shops	street_len_tot	street_density	motorway_ratio	n_food_amenities	density_food_amenities	n_education_amenities	density_education_amenities	n_service_amenities	density_service_amenities	n_all_amenities	density_all_amenities	perc_roads_bc	car_accidents	perc_people_far_from_public_transport	pop_density	avg_CO_2_per_road	CO_2_alpha	avg_NO_x_per_road	NO_x_alpha	avg_PM_per_road	PM_alpha	avg_VOC_per_road	VOC_alpha
0	10L	Morena	22732.760455	8.947226e+06	10.0	1.117665	960	107.295822	90462.509	10.110676	0.000000	31	3.464761	8	0.894132	9	1.005898	48	5.364791	2.447164	182.0	2.8	36.9	45.691790	1.379673	0.028145	1.379998	0.000711	1.372780	0.135578	1.360149
1	10A	Don Bosco	8400.069997	2.256348e+06	17.0	7.534299	1854	821.681815	40177.642	17.806493	0.000000	79	35.012332	18	7.977493	35	15.511793	132	58.501618	2.533784	367.0	93.6	225.9	19.736626	1.506453	0.024918	1.753734	0.000606	1.675556	0.078710	1.261183
2	10B	Appio-Claudio	9265.317994	3.454590e+06	16.0	4.631520	1236	357.784910	34284.729	9.924400	0.000000	79	22.868129	12	3.473640	21	6.078870	112	32.420639	1.465201	239.0	99.8	86.1	17.311154	1.406042	0.013976	1.272973	0.000557	1.558339	0.067396	1.041726
3	10C	Quarto Miglio	11017.098179	5.030157e+06	9.0	1.789208	738	146.715093	50001.583	9.940362	0.203666	15	2.982014	3	0.596403	8	1.590408	26	5.168824	6.109980	144.0	35.1	21.7	297.379845	1.387901	0.107992	1.418191	0.001484	1.267525	0.525855	1.523452
4	10D	Pignatelli	5161.962256	9.972986e+05	2.0	2.005417	178	178.482157	11279.941	11.310495	0.000000	7	7.018961	2	2.005417	4	4.010835	13	13.035214	0.000000	50.0	0.0	66.3	33.474434	1.065894	0.023046	1.000000	0.000804	1.221868	0.103474	1.000000
5	10E	Lucrezia Romana	5987.735005	1.747030e+06	4.0	2.289600	164	93.873594	22489.561	12.873024	0.377358	16	9.158399	0	0.000000	2	1.144800	18	10.303199	5.283019	68.0	56.7	30.9	312.367862	1.501820	0.117820	1.514472	0.001601	1.488019	0.584930	1.516050
6	10F	Osteria del Curato	6781.042075	2.229151e+06	9.0	4.037411	271	121.570931	32931.718	14.773209	0.454545	21	9.420626	10	4.486012	13	5.831816	44	19.738454	3.636364	182.0	28.9	87.0	165.381412	1.639968	0.061831	1.599119	0.000952	1.455600	0.351697	1.615067
7	10G	Romanina	7162.117393	1.920930e+06	3.0	1.561744	235	122.336595	30481.701	15.868202	0.285714	16	8.329300	4	2.082325	3	1.561744	23	11.973369	4.571429	100.0	8.8	35.3	175.699568	1.573515	0.078495	1.512537	0.001319	1.489373	0.425525	1.500229
8	10H	Gregna	8441.477982	2.712792e+06	3.0	1.105872	535	197.213762	24895.329	9.177012	0.367647	14	5.160734	1	0.368624	2	0.737248	17	6.266606	3.308824	75.0	0.0	26.5	109.197274	1.290555	0.053823	1.202376	0.001083	1.102255	0.263562	1.269627
9	10I	Barcaccia	16540.428754	5.064052e+06	2.0	0.394941	243	47.985294	36983.824	7.303208	0.000000	9	1.777233	4	0.789881	4	0.789881	17	3.356996	1.818182	42.0	0.0	22.4	70.721339	1.570914	0.034660	1.385097	0.000615	1.325484	0.166033	1.515023

Last rows

	area_code	area_name	SHAPE_Leng	SHAPE_Area	n_traffic_lights	density_traffic_lights	n_shops	density_shops	street_len_tot	street_density	motorway_ratio	n_food_amenities	density_food_amenities	n_education_amenities	density_education_amenities	n_service_amenities	density_service_amenities	n_all_amenities	density_all_amenities	perc_roads_bc	car_accidents	perc_people_far_from_public_transport	pop_density	avg_CO_2_per_road	CO_2_alpha	avg_NO_x_per_road	NO_x_alpha	avg_PM_per_road	PM_alpha	avg_VOC_per_road	VOC_alpha
145	8B	Torre Maura	7318.509046	2.744615e+06	11.0	4.007848	838	305.325180	42811.303	15.598292	0.571429	36	13.116595	2	0.728700	7	2.550449	45	16.395744	5.904762	219.0	83.4	73.2	230.643812	1.571257	0.075357	1.492977	0.000753	1.358781	0.421561	1.559020
146	8E	Lunghezza	18199.566876	1.258465e+07	0.0	0.000000	713	56.656311	126081.258	10.018652	0.211119	12	0.953542	7	0.556233	7	0.556233	26	2.066009	5.418719	195.0	12.8	26.8	99.806653	1.534301	0.035608	1.631803	0.000398	1.558086	0.190794	1.733674
147	8C	Giardinetti-Tor Vergata	18684.691652	9.033835e+06	9.0	0.996255	927	102.614228	103323.915	11.437437	0.729262	30	3.320849	22	2.435289	11	1.217645	63	6.973783	5.287147	362.0	67.5	23.0	196.665413	1.663922	0.087394	1.714683	0.001747	1.522924	0.356024	1.719638
148	8D	Acqua Vergine	17298.029000	1.130021e+07	1.0	0.088494	193	17.079321	35836.144	3.171280	1.095890	0	0.000000	3	0.265482	0	0.000000	3	0.265482	5.479452	124.0	0.8	6.4	476.414809	1.270218	0.146363	1.318468	0.001403	1.257260	0.825301	1.375517
149	8H	S. Vittorino	53007.029927	3.649538e+07	2.0	0.054801	266	7.288594	102772.043	2.816029	2.161100	0	0.000000	1	0.027401	0	0.000000	1	0.027401	8.644401	156.0	1.2	3.9	625.977843	1.257199	0.265064	1.296987	0.004290	1.434314	1.127221	1.281452
150	9A	Tuscolano Nord	5646.324823	1.091104e+06	23.0	21.079567	1089	998.071695	22783.089	20.880768	0.000000	59	54.073673	14	12.831041	15	13.747544	88	80.652258	3.763441	292.0	100.0	194.3	20.979108	1.411797	0.016442	1.357247	0.000539	1.542152	0.077253	1.185237
151	9B	Tuscolano Sud	10241.275530	3.184028e+06	24.0	7.537622	2599	816.261674	50443.295	15.842604	0.000000	95	29.836421	10	3.140676	37	11.620501	142	44.597598	2.770449	370.0	99.4	150.7	25.401594	1.454707	0.021201	1.603973	0.000921	1.557263	0.091266	1.625274
152	9C	Tor Fiscale	4456.582481	9.280540e+05	2.0	2.155047	105	113.139962	10072.509	10.853365	0.000000	1	1.077523	0	0.000000	0	0.000000	1	1.077523	13.402062	24.0	59.3	24.8	44.105858	1.047697	0.027686	1.179594	0.001000	1.069386	0.122273	1.098168
153	9D	Appio	6630.573552	1.356993e+06	17.0	12.527698	1520	1120.123547	25629.054	18.886649	0.000000	60	44.215403	6	4.421540	15	11.053851	81	59.690794	8.333333	270.0	89.7	204.3	63.327460	1.666005	0.047942	1.668415	0.002945	1.447336	0.187509	1.693498
154	9E	Latino	6414.459950	1.607978e+06	5.0	3.109495	1157	719.537035	19844.522	12.341287	0.000000	46	28.607350	5	3.109495	15	9.328484	66	41.045328	2.684564	127.0	93.7	142.4	18.983074	1.344852	0.016262	1.362177	0.000560	1.444176	0.078334	1.356245

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows